Overview
Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 80000 |
| Missing cells | 259278 |
| Missing cells (%) | 11.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 17.1 MiB |
| Average record size in memory | 224.0 B |
Variable types
| Text | 2 |
|---|---|
| DateTime | 3 |
| Categorical | 3 |
| Numeric | 19 |
| Unsupported | 1 |
Currency has constant value "USD" | Constant |
Fiscal Period has constant value "FY" | Constant |
Cost of Revenue is highly overall correlated with Depreciation & Amortization and 15 other fields | High correlation |
Depreciation & Amortization is highly overall correlated with Cost of Revenue and 10 other fields | High correlation |
Gross Profit is highly overall correlated with Cost of Revenue and 15 other fields | High correlation |
Income (Loss) from Continuing Operations is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Income Tax (Expense) Benefit, Net is highly overall correlated with Cost of Revenue and 9 other fields | High correlation |
Interest Expense, Net is highly overall correlated with Cost of Revenue and 7 other fields | High correlation |
Net Income is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Net Income (Common) is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Non-Operating Income (Loss) is highly overall correlated with Depreciation & Amortization and 2 other fields | High correlation |
Operating Expenses is highly overall correlated with Cost of Revenue and 9 other fields | High correlation |
Operating Income (Loss) is highly overall correlated with Cost of Revenue and 11 other fields | High correlation |
Pretax Income (Loss) is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Pretax Income (Loss), Adj. is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Research & Development is highly overall correlated with Cost of Revenue and 7 other fields | High correlation |
Revenue is highly overall correlated with Cost of Revenue and 16 other fields | High correlation |
Selling, General & Administrative is highly overall correlated with Cost of Revenue and 9 other fields | High correlation |
Shares (Basic) is highly overall correlated with Cost of Revenue and 7 other fields | High correlation |
Shares (Diluted) is highly overall correlated with Cost of Revenue and 7 other fields | High correlation |
Revenue Growth YoY is highly imbalanced (60.0%) | Imbalance |
Revenue Growth YoY has 4394 (5.5%) missing values | Missing |
Shares (Diluted) has 1309 (1.6%) missing values | Missing |
Revenue has 8251 (10.3%) missing values | Missing |
Cost of Revenue has 17252 (21.6%) missing values | Missing |
Gross Profit has 17237 (21.5%) missing values | Missing |
Selling, General & Administrative has 4348 (5.4%) missing values | Missing |
Research & Development has 42557 (53.2%) missing values | Missing |
Depreciation & Amortization has 47663 (59.6%) missing values | Missing |
Non-Operating Income (Loss) has 1166 (1.5%) missing values | Missing |
Interest Expense, Net has 10005 (12.5%) missing values | Missing |
Income Tax (Expense) Benefit, Net has 15834 (19.8%) missing values | Missing |
Profit Margin has 8329 (10.4%) missing values | Missing |
Unnamed: 27 has 80000 (100.0%) missing values | Missing |
Shares (Basic) is highly skewed (γ1 = 75.37405882) | Skewed |
Shares (Diluted) is highly skewed (γ1 = 81.24753918) | Skewed |
Revenue is highly skewed (γ1 = 100.6631293) | Skewed |
Cost of Revenue is highly skewed (γ1 = -104.9899306) | Skewed |
Gross Profit is highly skewed (γ1 = 76.60550478) | Skewed |
Operating Expenses is highly skewed (γ1 = -83.18410982) | Skewed |
Selling, General & Administrative is highly skewed (γ1 = -130.1201707) | Skewed |
Research & Development is highly skewed (γ1 = -86.43377693) | Skewed |
Depreciation & Amortization is highly skewed (γ1 = -69.26291487) | Skewed |
Operating Income (Loss) is highly skewed (γ1 = 55.58379665) | Skewed |
Non-Operating Income (Loss) is highly skewed (γ1 = -71.58231169) | Skewed |
Interest Expense, Net is highly skewed (γ1 = -110.6886051) | Skewed |
Pretax Income (Loss), Adj. is highly skewed (γ1 = 46.29920233) | Skewed |
Net Income (Common) is highly skewed (γ1 = 52.5506499) | Skewed |
Pretax Income (Loss) is highly skewed (γ1 = 35.03868242) | Skewed |
Income Tax (Expense) Benefit, Net is highly skewed (γ1 = 41.41969615) | Skewed |
Income (Loss) from Continuing Operations is highly skewed (γ1 = 60.34053871) | Skewed |
Net Income is highly skewed (γ1 = 50.78312041) | Skewed |
Unnamed: 27 is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2026-02-20 03:28:20.042129 |
|---|---|
| Analysis finished | 2026-02-20 03:30:51.715614 |
| Duration | 2 minutes and 31.67 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
Ticker
Text
| Distinct | 4394 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
Length
| Max length | 13 |
|---|---|
| Median length | 4 |
| Mean length | 3.6472625 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
| Value | Count | Frequency (%) |
| air | 25 | < 0.1% |
| aeva | 25 | < 0.1% |
| aeye | 25 | < 0.1% |
| aee | 25 | < 0.1% |
| aehr | 25 | < 0.1% |
| ait | 25 | < 0.1% |
| ajg | 25 | < 0.1% |
| lfvn | 25 | < 0.1% |
| lgih | 25 | < 0.1% |
| lgl | 25 | < 0.1% |
| Other values (4384) | 79750 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 22111 | 7.6% |
| C | 20830 | 7.1% |
| R | 19649 | 6.7% |
| T | 19265 | 6.6% |
| S | 18665 | 6.4% |
| N | 16392 | 5.6% |
| L | 15048 | 5.2% |
| I | 14866 | 5.1% |
| E | 14592 | 5.0% |
| P | 13213 | 4.5% |
| Other values (32) | 117150 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 291781 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 22111 | 7.6% |
| C | 20830 | 7.1% |
| R | 19649 | 6.7% |
| T | 19265 | 6.6% |
| S | 18665 | 6.4% |
| N | 16392 | 5.6% |
| L | 15048 | 5.2% |
| I | 14866 | 5.1% |
| E | 14592 | 5.0% |
| P | 13213 | 4.5% |
| Other values (32) | 117150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 291781 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 22111 | 7.6% |
| C | 20830 | 7.1% |
| R | 19649 | 6.7% |
| T | 19265 | 6.6% |
| S | 18665 | 6.4% |
| N | 16392 | 5.6% |
| L | 15048 | 5.2% |
| I | 14866 | 5.1% |
| E | 14592 | 5.0% |
| P | 13213 | 4.5% |
| Other values (32) | 117150 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 291781 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 22111 | 7.6% |
| C | 20830 | 7.1% |
| R | 19649 | 6.7% |
| T | 19265 | 6.6% |
| S | 18665 | 6.4% |
| N | 16392 | 5.6% |
| L | 15048 | 5.2% |
| I | 14866 | 5.1% |
| E | 14592 | 5.0% |
| P | 13213 | 4.5% |
| Other values (32) | 117150 |
Report Date
Date
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| Minimum | 2019-01-10 00:00:00 |
|---|---|
| Maximum | 2024-02-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Currency
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| USD |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | USD |
|---|---|
| 2nd row | USD |
| 3rd row | USD |
| 4th row | USD |
| 5th row | USD |
Common Values
| Value | Count | Frequency (%) |
| USD | 80000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| usd | 80000 |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 80000 | |
| S | 80000 | |
| D | 80000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 240000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 80000 | |
| S | 80000 | |
| D | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 240000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 80000 | |
| S | 80000 | |
| D | 80000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 240000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 80000 | |
| S | 80000 | |
| D | 80000 |
Fiscal Year
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2021.0177 |
| Minimum | 2019 |
|---|---|
| Maximum | 2024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | 2019 |
|---|---|
| 5-th percentile | 2019 |
| Q1 | 2020 |
| median | 2021 |
| Q3 | 2022 |
| 95-th percentile | 2023 |
| Maximum | 2024 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3866589 |
|---|---|
| Coefficient of variation (CV) | 0.0006861191 |
| Kurtosis | -1.1772897 |
| Mean | 2021.0177 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.03735063 |
| Sum | 1.6168142 × 108 |
| Variance | 1.9228228 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2021 | 17159 | |
| 2020 | 17078 | |
| 2022 | 16347 | |
| 2023 | 14555 | |
| 2019 | 14309 | |
| 2024 | 552 | 0.7% |
| Value | Count | Frequency (%) |
| 2019 | 14309 | |
| 2020 | 17078 | |
| 2021 | 17159 | |
| 2022 | 16347 | |
| 2023 | 14555 | |
| 2024 | 552 | 0.7% |
| Value | Count | Frequency (%) |
| 2024 | 552 | 0.7% |
| 2023 | 14555 | |
| 2022 | 16347 | |
| 2021 | 17159 | |
| 2020 | 17078 | |
| 2019 | 14309 |
Fiscal Period
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| FY |
|---|
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FY |
|---|---|
| 2nd row | FY |
| 3rd row | FY |
| 4th row | FY |
| 5th row | FY |
Common Values
| Value | Count | Frequency (%) |
| FY | 80000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fy | 80000 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 80000 | |
| Y | 80000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 160000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 80000 | |
| Y | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 160000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 80000 | |
| Y | 80000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 160000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 80000 | |
| Y | 80000 |
Revenue Growth YoY
Categorical
Imbalance Missing
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4394 |
| Missing (%) | 5.5% |
| Memory size | 625.1 KiB |
| 0.05% | |
|---|---|
| -0.20% | |
| -0.15% | 2552 |
| -0.10% | 1804 |
| -0.05% | 1678 |
| Other values (2) | 1084 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.1918366 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.05% |
|---|---|
| 2nd row | 0.05% |
| 3rd row | 0.05% |
| 4th row | 0.05% |
| 5th row | -0.20% |
Common Values
| Value | Count | Frequency (%) |
| 0.05% | 60018 | |
| -0.20% | 8470 | 10.6% |
| -0.15% | 2552 | 3.2% |
| -0.10% | 1804 | 2.3% |
| -0.05% | 1678 | 2.1% |
| 0.00% | 1075 | 1.3% |
| 0.10% | 9 | < 0.1% |
| (Missing) | 4394 | 5.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.05 | 61696 | |
| 0.20 | 8470 | 11.2% |
| 0.15 | 2552 | 3.4% |
| 0.10 | 1813 | 2.4% |
| 0.00 | 1075 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 149735 | |
| . | 75606 | |
| % | 75606 | |
| 5 | 64248 | |
| - | 14504 | 3.7% |
| 2 | 8470 | 2.2% |
| 1 | 4365 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 392534 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 149735 | |
| . | 75606 | |
| % | 75606 | |
| 5 | 64248 | |
| - | 14504 | 3.7% |
| 2 | 8470 | 2.2% |
| 1 | 4365 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 392534 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 149735 | |
| . | 75606 | |
| % | 75606 | |
| 5 | 64248 | |
| - | 14504 | 3.7% |
| 2 | 8470 | 2.2% |
| 1 | 4365 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 392534 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 149735 | |
| . | 75606 | |
| % | 75606 | |
| 5 | 64248 | |
| - | 14504 | 3.7% |
| 2 | 8470 | 2.2% |
| 1 | 4365 | 1.1% |
Publish Date
Date
| Distinct | 1217 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| Minimum | 2007-02-04 00:00:00 |
|---|---|
| Maximum | 2024-12-11 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Restated Date
Date
| Distinct | 1040 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| Minimum | 2007-02-04 00:00:00 |
|---|---|
| Maximum | 2025-12-02 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Shares (Basic)
Real number (ℝ)
High correlation Skewed
| Distinct | 79295 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 681 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2720377 × 108 |
| Minimum | 1 |
|---|---|
| Maximum | 7.09913 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1693045.6 |
| Q1 | 19296837 |
| median | 49881515 |
| Q3 | 1.3194201 × 108 |
| 95-th percentile | 6.1954184 × 108 |
| Maximum | 7.09913 × 1011 |
| Range | 7.09913 × 1011 |
| Interquartile range (IQR) | 1.1264518 × 108 |
Descriptive statistics
| Standard deviation | 6.9717017 × 109 |
|---|---|
| Coefficient of variation (CV) | 21.306911 |
| Kurtosis | 6682.7941 |
| Mean | 3.2720377 × 108 |
| Median Absolute Deviation (MAD) | 39770100 |
| Skewness | 75.374059 |
| Sum | 2.5953476 × 1013 |
| Variance | 4.8604624 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 8 | < 0.1% |
| 10 | 3 | < 0.1% |
| 70.4 | 2 | < 0.1% |
| 69.2 | 2 | < 0.1% |
| 346.2 | 2 | < 0.1% |
| 213.7 | 2 | < 0.1% |
| 173.9 | 2 | < 0.1% |
| 201 | 2 | < 0.1% |
| 432.5 | 2 | < 0.1% |
| 199.3 | 2 | < 0.1% |
| Other values (79285) | 79292 | |
| (Missing) | 681 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 8 | |
| 2.9 | 2 | < 0.1% |
| 3.1 | 2 | < 0.1% |
| 9.8 | 1 | < 0.1% |
| 10 | 3 | < 0.1% |
| 10.1 | 1 | < 0.1% |
| 10.7 | 1 | < 0.1% |
| 10.8 | 1 | < 0.1% |
| 10.9 | 1 | < 0.1% |
| 11.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7.09913 × 1011 | 1 | |
| 7.06787 × 1011 | 1 | |
| 7.04681 × 1011 | 1 | |
| 6.71961 × 1011 | 1 | |
| 6.52084 × 1011 | 1 | |
| 3.54177 × 1011 | 1 | |
| 3.50564 × 1011 | 1 | |
| 3.46287 × 1011 | 1 | |
| 3.38914 × 1011 | 1 | |
| 3.34166 × 1011 | 1 |
Shares (Diluted)
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 78669 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 1309 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1857804 × 1011 |
| Minimum | 1 |
|---|---|
| Maximum | 8.33304 × 1014 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1825481 |
| Q1 | 20015139 |
| median | 51381491 |
| Q3 | 1.363625 × 108 |
| 95-th percentile | 6.5066503 × 108 |
| Maximum | 8.33304 × 1014 |
| Range | 8.33304 × 1014 |
| Interquartile range (IQR) | 1.1634736 × 108 |
Descriptive statistics
| Standard deviation | 9.4918234 × 1012 |
|---|---|
| Coefficient of variation (CV) | 80.047062 |
| Kurtosis | 6617.5021 |
| Mean | 1.1857804 × 1011 |
| Median Absolute Deviation (MAD) | 40931760 |
| Skewness | 81.247539 |
| Sum | 9.3310243 × 1015 |
| Variance | 9.0094712 × 1025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 12 | < 0.1% |
| 201.1 | 3 | < 0.1% |
| 423.3 | 2 | < 0.1% |
| 200.8 | 2 | < 0.1% |
| 10.2 | 2 | < 0.1% |
| 201.8 | 2 | < 0.1% |
| 9.7 | 2 | < 0.1% |
| 102329683.8 | 2 | < 0.1% |
| 2278995.6 | 2 | < 0.1% |
| 3779382.7 | 2 | < 0.1% |
| Other values (78659) | 78660 | |
| (Missing) | 1309 | 1.6% |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 2.9 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 3.1 | 2 | < 0.1% |
| 9.7 | 2 | < 0.1% |
| 9.9 | 1 | < 0.1% |
| 10.2 | 2 | < 0.1% |
| 10.6 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 11.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8.33304 × 1014 | 1 | |
| 8.20581 × 1014 | 1 | |
| 8.12069 × 1014 | 1 | |
| 7.96324 × 1014 | 1 | |
| 7.8056 × 1014 | 1 | |
| 7.72592 × 1014 | 1 | |
| 7.47047 × 1014 | 1 | |
| 7.3794 × 1014 | 1 | |
| 7.3223 × 1014 | 1 | |
| 7.3153 × 1014 | 1 |
Revenue
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 71666 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 8251 |
| Missing (%) | 10.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.9993273 × 109 |
| Minimum | -1.95176 × 1011 |
|---|---|
| Maximum | 1.28136 × 1013 |
| Zeros | 78 |
| Zeros (%) | 0.1% |
| Negative | 102 |
| Negative (%) | 0.1% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.95176 × 1011 |
|---|---|
| 5-th percentile | 2135606.7 |
| Q1 | 1.080633 × 108 |
| median | 6.5279325 × 108 |
| Q3 | 2.9413382 × 109 |
| 95-th percentile | 2.0662553 × 1010 |
| Maximum | 1.28136 × 1013 |
| Range | 1.3008776 × 1013 |
| Interquartile range (IQR) | 2.8332749 × 109 |
Descriptive statistics
| Standard deviation | 1.0612183 × 1011 |
|---|---|
| Coefficient of variation (CV) | 15.161719 |
| Kurtosis | 11704.467 |
| Mean | 6.9993273 × 109 |
| Median Absolute Deviation (MAD) | 6.3672211 × 108 |
| Skewness | 100.66313 |
| Sum | 5.0219474 × 1014 |
| Variance | 1.1261843 × 1022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 78 | 0.1% |
| 2.9 | 3 | < 0.1% |
| 11453.9 | 2 | < 0.1% |
| 1.58222 × 1011 | 2 | < 0.1% |
| 1.21858 × 1011 | 2 | < 0.1% |
| 9330158.6 | 2 | < 0.1% |
| 6694512172 | 1 | < 0.1% |
| 162674495.1 | 1 | < 0.1% |
| 1.04730327 × 1010 | 1 | < 0.1% |
| 37786593.4 | 1 | < 0.1% |
| Other values (71656) | 71656 | |
| (Missing) | 8251 | 10.3% |
| Value | Count | Frequency (%) |
| -1.95176 × 1011 | 1 | |
| -1.95071 × 1011 | 1 | |
| -1.88471 × 1011 | 1 | |
| -1.81376 × 1011 | 1 | |
| -1.67221 × 1011 | 1 | |
| -1.63192 × 1011 | 1 | |
| -1.58599 × 1011 | 1 | |
| -1.56301 × 1011 | 1 | |
| -1.42709 × 1011 | 1 | |
| -1.42216 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 1.28136 × 1013 | 1 | |
| 1.27947 × 1013 | 1 | |
| 1.27366 × 1013 | 1 | |
| 1.26464 × 1013 | 1 | |
| 3.7056 × 1012 | 1 | |
| 3.54266 × 1012 | 1 | |
| 3.42427 × 1012 | 1 | |
| 3.41249 × 1012 | 1 | |
| 3.37186 × 1012 | 1 | |
| 3.19356 × 1012 | 1 |
Cost of Revenue
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 62734 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 17252 |
| Missing (%) | 21.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.8106864 × 109 |
| Minimum | -7.91742 × 1012 |
|---|---|
| Maximum | 3.1344781 × 109 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 62658 |
| Negative (%) | 78.3% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -7.91742 × 1012 |
|---|---|
| 5-th percentile | -1.4948599 × 1010 |
| Q1 | -1.8860279 × 109 |
| median | -3.8792319 × 108 |
| Q3 | -60933755 |
| 95-th percentile | -2684940.4 |
| Maximum | 3.1344781 × 109 |
| Range | 7.9205545 × 1012 |
| Interquartile range (IQR) | 1.8250942 × 109 |
Descriptive statistics
| Standard deviation | 6.5011185 × 1010 |
|---|---|
| Coefficient of variation (CV) | -13.51391 |
| Kurtosis | 12328.241 |
| Mean | -4.8106864 × 109 |
| Median Absolute Deviation (MAD) | 3.7796281 × 108 |
| Skewness | -104.98993 |
| Sum | -3.0186095 × 1014 |
| Variance | 4.2264541 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| -1.0951 × 1011 | 2 | < 0.1% |
| -3274531199 | 1 | < 0.1% |
| -3434196395 | 1 | < 0.1% |
| -152669162.7 | 1 | < 0.1% |
| -7987851991 | 1 | < 0.1% |
| -69625841 | 1 | < 0.1% |
| -256601993.6 | 1 | < 0.1% |
| -3023419377 | 1 | < 0.1% |
| -39861359.7 | 1 | < 0.1% |
| Other values (62724) | 62724 | |
| (Missing) | 17252 | 21.6% |
| Value | Count | Frequency (%) |
| -7.91742 × 1012 | 1 | |
| -7.82252 × 1012 | 1 | |
| -7.69138 × 1012 | 1 | |
| -7.19125 × 1012 | 1 | |
| -8.61188 × 1011 | 1 | |
| -8.58461 × 1011 | 1 | |
| -8.48312 × 1011 | 1 | |
| -8.35486 × 1011 | 1 | |
| -8.35432 × 1011 | 1 | |
| -8.21381 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 3134478067 | 1 | |
| 3072040597 | 1 | |
| 3008553329 | 1 | |
| 2967249241 | 1 | |
| 2931889522 | 1 | |
| 435694629.5 | 1 | |
| 425018388.2 | 1 | |
| 417109011 | 1 | |
| 414804696.9 | 1 | |
| 409874303.6 | 1 |
Gross Profit
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 62733 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 17237 |
| Missing (%) | 21.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0585736 × 109 |
| Minimum | -5.8739749 × 109 |
|---|---|
| Maximum | 5.53863 × 1012 |
| Zeros | 24 |
| Zeros (%) | < 0.1% |
| Negative | 2094 |
| Negative (%) | 2.6% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -5.8739749 × 109 |
|---|---|
| 5-th percentile | 504062.29 |
| Q1 | 64455785 |
| median | 3.2440655 × 108 |
| Q3 | 1.2581991 × 109 |
| 95-th percentile | 8.2038518 × 109 |
| Maximum | 5.53863 × 1012 |
| Range | 5.544504 × 1012 |
| Interquartile range (IQR) | 1.1937433 × 109 |
Descriptive statistics
| Standard deviation | 5.390281 × 1010 |
|---|---|
| Coefficient of variation (CV) | 17.623512 |
| Kurtosis | 6769.113 |
| Mean | 3.0585736 × 109 |
| Median Absolute Deviation (MAD) | 3.1146909 × 108 |
| Skewness | 76.605505 |
| Sum | 1.9196526 × 1014 |
| Variance | 2.9055129 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 24 | < 0.1% |
| 1 | 4 | < 0.1% |
| -19.9 | 2 | < 0.1% |
| -1036.6 | 2 | < 0.1% |
| 974327.7 | 2 | < 0.1% |
| 109636.3 | 2 | < 0.1% |
| 2893775786 | 1 | < 0.1% |
| 3432106747 | 1 | < 0.1% |
| 3623950888 | 1 | < 0.1% |
| 270789282 | 1 | < 0.1% |
| Other values (62723) | 62723 | |
| (Missing) | 17237 | 21.5% |
| Value | Count | Frequency (%) |
| -5873974919 | 1 | |
| -5619851935 | 1 | |
| -5574362684 | 1 | |
| -5538320111 | 1 | |
| -5522488024 | 1 | |
| -5373108830 | 1 | |
| -5358279596 | 1 | |
| -5335321676 | 1 | |
| -5285869388 | 1 | |
| -5223437288 | 1 |
| Value | Count | Frequency (%) |
| 5.53863 × 1012 | 1 | |
| 5.3653 × 1012 | 1 | |
| 5.25989 × 1012 | 1 | |
| 5.13403 × 1012 | 1 | |
| 2.8452 × 1012 | 1 | |
| 2.67613 × 1012 | 1 | |
| 2.67092 × 1012 | 1 | |
| 2.66687 × 1012 | 1 | |
| 2.4512 × 1012 | 1 | |
| 2.39032 × 1012 | 1 |
Operating Expenses
Real number (ℝ)
High correlation Skewed
| Distinct | 79810 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 190 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.899751 × 109 |
| Minimum | -4.78356 × 1012 |
|---|---|
| Maximum | 9.695547 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 79564 |
| Negative (%) | 99.5% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -4.78356 × 1012 |
|---|---|
| 5-th percentile | -4.7205736 × 109 |
| Q1 | -6.9659051 × 108 |
| median | -1.9716258 × 108 |
| Q3 | -50586536 |
| 95-th percentile | -4701062 |
| Maximum | 9.695547 × 108 |
| Range | 4.7845296 × 1012 |
| Interquartile range (IQR) | 6.4600397 × 108 |
Descriptive statistics
| Standard deviation | 4.3251713 × 1010 |
|---|---|
| Coefficient of variation (CV) | -22.767043 |
| Kurtosis | 7772.2328 |
| Mean | -1.899751 × 109 |
| Median Absolute Deviation (MAD) | 1.7699934 × 108 |
| Skewness | -83.18411 |
| Sum | -1.5161913 × 1014 |
| Variance | 1.8707107 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2184172045 | 1 | < 0.1% |
| -36847724.76 | 1 | < 0.1% |
| -36725360.04 | 1 | < 0.1% |
| -35199248.16 | 1 | < 0.1% |
| -49759574.87 | 1 | < 0.1% |
| -35791853.87 | 1 | < 0.1% |
| -36180688.72 | 1 | < 0.1% |
| -33107004.28 | 1 | < 0.1% |
| -52693982.34 | 1 | < 0.1% |
| -36992670.78 | 1 | < 0.1% |
| Other values (79800) | 79800 | |
| (Missing) | 190 | 0.2% |
| Value | Count | Frequency (%) |
| -4.78356 × 1012 | 1 | |
| -4.62939 × 1012 | 1 | |
| -4.56524 × 1012 | 1 | |
| -4.49846 × 1012 | 1 | |
| -2.79945 × 1012 | 1 | |
| -2.72285 × 1012 | 1 | |
| -2.62823 × 1012 | 1 | |
| -2.62521 × 1012 | 1 | |
| -2.34134 × 1012 | 1 | |
| -2.32906 × 1012 | 1 |
| Value | Count | Frequency (%) |
| 969554697.1 | 1 | |
| 947788600.5 | 1 | |
| 921575187 | 1 | |
| 904377106 | 1 | |
| 901938432.8 | 1 | |
| 170696296.2 | 1 | |
| 165321502.4 | 1 | |
| 165299124.2 | 1 | |
| 161674610.1 | 1 | |
| 159098717 | 1 |
Selling, General & Administrative
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 75650 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 4348 |
| Missing (%) | 5.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.6735499 × 108 |
| Minimum | -2.3465 × 1012 |
|---|---|
| Maximum | 38644336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 75485 |
| Negative (%) | 94.4% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -2.3465 × 1012 |
|---|---|
| 5-th percentile | -2.8402725 × 109 |
| Q1 | -3.996519 × 108 |
| median | -1.0028245 × 108 |
| Q3 | -22692995 |
| 95-th percentile | -3299280 |
| Maximum | 38644336 |
| Range | 2.3465386 × 1012 |
| Interquartile range (IQR) | 3.7695891 × 108 |
Descriptive statistics
| Standard deviation | 1.6833751 × 1010 |
|---|---|
| Coefficient of variation (CV) | -19.408144 |
| Kurtosis | 17569.138 |
| Mean | -8.6735499 × 108 |
| Median Absolute Deviation (MAD) | 91150097 |
| Skewness | -130.12017 |
| Sum | -6.5617139 × 1013 |
| Variance | 2.8337516 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -29256212.8 | 2 | < 0.1% |
| -6178351.8 | 2 | < 0.1% |
| -1070576736 | 1 | < 0.1% |
| -13879429.7 | 1 | < 0.1% |
| -14361839 | 1 | < 0.1% |
| -14042758.6 | 1 | < 0.1% |
| -16026083.2 | 1 | < 0.1% |
| -16007700.8 | 1 | < 0.1% |
| -14446211.6 | 1 | < 0.1% |
| -14160255.7 | 1 | < 0.1% |
| Other values (75640) | 75640 | |
| (Missing) | 4348 | 5.4% |
| Value | Count | Frequency (%) |
| -2.3465 × 1012 | 1 | |
| -2.31842 × 1012 | 1 | |
| -2.21708 × 1012 | 1 | |
| -2.20242 × 1012 | 1 | |
| -1.36547 × 1011 | 1 | |
| -1.3379 × 1011 | 1 | |
| -1.31893 × 1011 | 1 | |
| -1.30599 × 1011 | 1 | |
| -1.29963 × 1011 | 1 | |
| -1.28688 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 38644335.9 | 1 | |
| 38132799.6 | 1 | |
| 37124168.7 | 1 | |
| 36389318.5 | 1 | |
| 36358365.3 | 1 | |
| 34886429.9 | 1 | |
| 34554797.7 | 1 | |
| 34391455 | 1 | |
| 34262882.8 | 1 | |
| 33039318.3 | 1 |
Research & Development
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 37441 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 42557 |
| Missing (%) | 53.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.2682069 × 108 |
| Minimum | -3.85554 × 1012 |
|---|---|
| Maximum | 1.2976855 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 37338 |
| Negative (%) | 46.7% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -3.85554 × 1012 |
|---|---|
| 5-th percentile | -1.106396 × 109 |
| Q1 | -1.2685259 × 108 |
| median | -43398795 |
| Q3 | -11862720 |
| 95-th percentile | -1147399.6 |
| Maximum | 1.2976855 × 108 |
| Range | 3.8556698 × 1012 |
| Interquartile range (IQR) | 1.1498987 × 108 |
Descriptive statistics
| Standard deviation | 4.3403365 × 1010 |
|---|---|
| Coefficient of variation (CV) | -52.49429 |
| Kurtosis | 7486.5079 |
| Mean | -8.2682069 × 108 |
| Median Absolute Deviation (MAD) | 37900386 |
| Skewness | -86.433777 |
| Sum | -3.0958647 × 1013 |
| Variance | 1.8838521 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -4863187.9 | 2 | < 0.1% |
| -229.4 | 2 | < 0.1% |
| -85045718.2 | 1 | < 0.1% |
| -1127854894 | 1 | < 0.1% |
| -423230860.5 | 1 | < 0.1% |
| -476585283 | 1 | < 0.1% |
| -463508993.2 | 1 | < 0.1% |
| -398238172.3 | 1 | < 0.1% |
| -514589893.9 | 1 | < 0.1% |
| -422684868.6 | 1 | < 0.1% |
| Other values (37431) | 37431 | |
| (Missing) | 42557 |
| Value | Count | Frequency (%) |
| -3.85554 × 1012 | 1 | |
| -3.82902 × 1012 | 1 | |
| -3.7843 × 1012 | 1 | |
| -3.74601 × 1012 | 1 | |
| -3.54524 × 1012 | 1 | |
| -4.522747576 × 1010 | 1 | |
| -4.461190501 × 1010 | 1 | |
| -4.434270995 × 1010 | 1 | |
| -4.360490567 × 1010 | 1 | |
| -4.326005042 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 129768551.1 | 1 | |
| 128310725.5 | 1 | |
| 127513041.2 | 1 | |
| 127033744.9 | 1 | |
| 120842440.1 | 1 | |
| 120211930.2 | 1 | |
| 117001371.8 | 1 | |
| 115798099.7 | 1 | |
| 87555341.8 | 1 | |
| 85509232.2 | 1 |
Depreciation & Amortization
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 32336 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 47663 |
| Missing (%) | 59.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.1690657 × 109 |
| Minimum | -3.52151 × 1012 |
|---|---|
| Maximum | 3073519.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 32321 |
| Negative (%) | 40.4% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -3.52151 × 1012 |
|---|---|
| 5-th percentile | -1.5712544 × 109 |
| Q1 | -2.2669654 × 108 |
| median | -52575604 |
| Q3 | -10669243 |
| 95-th percentile | -507017.16 |
| Maximum | 3073519.1 |
| Range | 3.5215131 × 1012 |
| Interquartile range (IQR) | 2.160273 × 108 |
Descriptive statistics
| Standard deviation | 4.2918652 × 1010 |
|---|---|
| Coefficient of variation (CV) | -36.711925 |
| Kurtosis | 5224.3036 |
| Mean | -1.1690657 × 109 |
| Median Absolute Deviation (MAD) | 50515485 |
| Skewness | -69.262915 |
| Sum | -3.7804077 × 1013 |
| Variance | 1.8420107 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -26781.5 | 2 | < 0.1% |
| -2107489562 | 1 | < 0.1% |
| -145557707.5 | 1 | < 0.1% |
| -165706582.7 | 1 | < 0.1% |
| -625522879.3 | 1 | < 0.1% |
| -1630235.8 | 1 | < 0.1% |
| -747687444.2 | 1 | < 0.1% |
| -620714062.8 | 1 | < 0.1% |
| -689661941.3 | 1 | < 0.1% |
| -617836100.7 | 1 | < 0.1% |
| Other values (32326) | 32326 | |
| (Missing) | 47663 |
| Value | Count | Frequency (%) |
| -3.52151 × 1012 | 1 | |
| -3.45609 × 1012 | 1 | |
| -3.37586 × 1012 | 1 | |
| -3.34043 × 1012 | 1 | |
| -1.56223 × 1012 | 1 | |
| -1.53644 × 1012 | 1 | |
| -1.49079 × 1012 | 1 | |
| -1.48562 × 1012 | 1 | |
| -8.60396 × 1011 | 1 | |
| -8.58517 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 3073519.1 | 1 | |
| 2926879.2 | 1 | |
| 2909927.7 | 1 | |
| 2879105.5 | 1 | |
| 899509.1 | 1 | |
| 887759.1 | 1 | |
| 882234.7 | 1 | |
| 863395.7 | 1 | |
| 5143.6 | 1 | |
| 5002.3 | 1 |
Operating Income (Loss)
Real number (ℝ)
High correlation Skewed
| Distinct | 79971 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 22 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2378113 × 108 |
| Minimum | -2.05918 × 1012 |
|---|---|
| Maximum | 3.13855 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 34381 |
| Negative (%) | 43.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -2.05918 × 1012 |
|---|---|
| 5-th percentile | -1.8487313 × 108 |
| Q1 | -23356647 |
| median | 14456173 |
| Q3 | 2.4838574 × 108 |
| 95-th percentile | 2.6208133 × 109 |
| Maximum | 3.13855 × 1012 |
| Range | 5.19773 × 1012 |
| Interquartile range (IQR) | 2.7174239 × 108 |
Descriptive statistics
| Standard deviation | 2.6348047 × 1010 |
|---|---|
| Coefficient of variation (CV) | 42.239249 |
| Kurtosis | 10750.544 |
| Mean | 6.2378113 × 108 |
| Median Absolute Deviation (MAD) | 81731026 |
| Skewness | 55.583797 |
| Sum | 4.9888767 × 1013 |
| Variance | 6.9421957 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.1 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
| -959.8 | 2 | < 0.1% |
| 12485352.7 | 2 | < 0.1% |
| -6693.3 | 2 | < 0.1% |
| 90249562 | 2 | < 0.1% |
| 973913002 | 1 | < 0.1% |
| 859982560.6 | 1 | < 0.1% |
| -32702806.4 | 1 | < 0.1% |
| -50159230.8 | 1 | < 0.1% |
| Other values (79961) | 79961 | |
| (Missing) | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| -2.05918 × 1012 | 1 | |
| -2.04616 × 1012 | 1 | |
| -2.02911 × 1012 | 1 | |
| -1.90456 × 1012 | 1 | |
| -2.77353 × 1011 | 1 | |
| -2.70957 × 1011 | 1 | |
| -2.62853 × 1011 | 1 | |
| -2.602 × 1011 | 1 | |
| -2.47359 × 1011 | 1 | |
| -2.43237 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 3.13855 × 1012 | 1 | |
| 3.1119 × 1012 | 1 | |
| 3.01862 × 1012 | 1 | |
| 2.94426 × 1012 | 1 | |
| 1.64704 × 1011 | 1 | |
| 1.62576 × 1011 | 1 | |
| 1.59256 × 1011 | 1 | |
| 1.56666 × 1011 | 1 | |
| 1.25128 × 1011 | 1 | |
| 1.20105 × 1011 | 1 |
Non-Operating Income (Loss)
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 78779 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 1166 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.2332387 × 108 |
| Minimum | -1.03713 × 1012 |
|---|---|
| Maximum | 4.35703 × 1011 |
| Zeros | 30 |
| Zeros (%) | < 0.1% |
| Negative | 54075 |
| Negative (%) | 67.6% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.03713 × 1012 |
|---|---|
| 5-th percentile | -4.0188417 × 108 |
| Q1 | -46686345 |
| median | -3971888 |
| Q3 | 264057.15 |
| 95-th percentile | 23908382 |
| Maximum | 4.35703 × 1011 |
| Range | 1.472833 × 1012 |
| Interquartile range (IQR) | 46950402 |
Descriptive statistics
| Standard deviation | 8.9465808 × 109 |
|---|---|
| Coefficient of variation (CV) | -72.545409 |
| Kurtosis | 8679.5394 |
| Mean | -1.2332387 × 108 |
| Median Absolute Deviation (MAD) | 9788174.8 |
| Skewness | -71.582312 |
| Sum | -9.7221142 × 1012 |
| Variance | 8.0041309 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 30 | < 0.1% |
| 3.1 | 3 | < 0.1% |
| 5.2 | 3 | < 0.1% |
| -67138.8 | 2 | < 0.1% |
| -5627816.2 | 2 | < 0.1% |
| 977.4 | 2 | < 0.1% |
| -3341252 | 2 | < 0.1% |
| -117775.3 | 2 | < 0.1% |
| -274.2 | 2 | < 0.1% |
| -56978 | 2 | < 0.1% |
| Other values (78769) | 78784 | |
| (Missing) | 1166 | 1.5% |
| Value | Count | Frequency (%) |
| -1.03713 × 1012 | 1 | |
| -1.02246 × 1012 | 1 | |
| -9.92681 × 1011 | 1 | |
| -9.69174 × 1011 | 1 | |
| -3.87012 × 1011 | 1 | |
| -3.84893 × 1011 | 1 | |
| -3.63473 × 1011 | 1 | |
| -3.51468 × 1011 | 1 | |
| -3.28855 × 1011 | 1 | |
| -3.22005 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 4.35703 × 1011 | 1 | |
| 4.31529 × 1011 | 1 | |
| 4.2187 × 1011 | 1 | |
| 4.12173 × 1011 | 1 | |
| 2.81252 × 1011 | 1 | |
| 2.77864 × 1011 | 1 | |
| 2.75529 × 1011 | 1 | |
| 2.67278 × 1011 | 1 | |
| 9.873424186 × 1010 | 1 | |
| 9.803628026 × 1010 | 1 |
Interest Expense, Net
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 69948 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 10005 |
| Missing (%) | 12.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.9736759 × 108 |
| Minimum | -1.44104 × 1012 |
|---|---|
| Maximum | 2.03218 × 1011 |
| Zeros | 16 |
| Zeros (%) | < 0.1% |
| Negative | 55710 |
| Negative (%) | 69.6% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.44104 × 1012 |
|---|---|
| 5-th percentile | -4.7171541 × 108 |
| Q1 | -66652525 |
| median | -9224226.9 |
| Q3 | -156019.7 |
| 95-th percentile | 5106092 |
| Maximum | 2.03218 × 1011 |
| Range | 1.644258 × 1012 |
| Interquartile range (IQR) | 66496505 |
Descriptive statistics
| Standard deviation | 1.1255375 × 1010 |
|---|---|
| Coefficient of variation (CV) | -57.027473 |
| Kurtosis | 13451.061 |
| Mean | -1.9736759 × 108 |
| Median Absolute Deviation (MAD) | 10925778 |
| Skewness | -110.68861 |
| Sum | -1.3814744 × 1013 |
| Variance | 1.2668346 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 16 | < 0.1% |
| 17.5 | 3 | < 0.1% |
| 6700.4 | 2 | < 0.1% |
| 6.2 | 2 | < 0.1% |
| 1265683.1 | 2 | < 0.1% |
| -75983.8 | 2 | < 0.1% |
| 5825.6 | 2 | < 0.1% |
| -247940.6 | 2 | < 0.1% |
| -9615.1 | 2 | < 0.1% |
| 481.8 | 2 | < 0.1% |
| Other values (69938) | 69960 | |
| (Missing) | 10005 | 12.5% |
| Value | Count | Frequency (%) |
| -1.44104 × 1012 | 1 | |
| -1.40447 × 1012 | 1 | |
| -1.38816 × 1012 | 1 | |
| -1.31864 × 1012 | 1 | |
| -4.69814 × 1011 | 1 | |
| -4.57095 × 1011 | 1 | |
| -4.52354 × 1011 | 1 | |
| -4.35121 × 1011 | 1 | |
| -7.404349504 × 1010 | 1 | |
| -7.179989546 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 2.03218 × 1011 | 1 | |
| 1.98021 × 1011 | 1 | |
| 1.96227 × 1011 | 1 | |
| 1.95529 × 1011 | 1 | |
| 1.81838 × 1011 | 1 | |
| 1.80937 × 1011 | 1 | |
| 1.80584 × 1011 | 1 | |
| 1.78888 × 1011 | 1 | |
| 2405456425 | 1 | |
| 2382400329 | 1 |
Pretax Income (Loss), Adj.
Real number (ℝ)
High correlation Skewed
| Distinct | 79972 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 22 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.1959374 × 108 |
| Minimum | -1.65082 × 1012 |
|---|---|
| Maximum | 2.79058 × 1012 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 37026 |
| Negative (%) | 46.3% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.65082 × 1012 |
|---|---|
| 5-th percentile | -2.2414412 × 108 |
| Q1 | -32226590 |
| median | 4491974.1 |
| Q3 | 1.9263312 × 108 |
| 95-th percentile | 2.3343047 × 109 |
| Maximum | 2.79058 × 1012 |
| Range | 4.4414 × 1012 |
| Interquartile range (IQR) | 2.2485971 × 108 |
Descriptive statistics
| Standard deviation | 2.4505697 × 1010 |
|---|---|
| Coefficient of variation (CV) | 47.163187 |
| Kurtosis | 8655.8428 |
| Mean | 5.1959374 × 108 |
| Median Absolute Deviation (MAD) | 74145684 |
| Skewness | 46.299202 |
| Sum | 4.1556068 × 1013 |
| Variance | 6.0052918 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 3 | 2 | < 0.1% |
| 35 | 2 | < 0.1% |
| 2.9 | 2 | < 0.1% |
| 1369544309 | 1 | < 0.1% |
| 1511038220 | 1 | < 0.1% |
| 1362766668 | 1 | < 0.1% |
| -13165625.3 | 1 | < 0.1% |
| -31334943.9 | 1 | < 0.1% |
| -52464246 | 1 | < 0.1% |
| Other values (79962) | 79962 | |
| (Missing) | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| -1.65082 × 1012 | 1 | |
| -1.58596 × 1012 | 1 | |
| -1.55513 × 1012 | 1 | |
| -1.51471 × 1012 | 1 | |
| -1.34419 × 1012 | 1 | |
| -1.3107 × 1012 | 1 | |
| -1.2849 × 1012 | 1 | |
| -1.24218 × 1012 | 1 | |
| -2.40739 × 1011 | 1 | |
| -2.37829 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 2.79058 × 1012 | 1 | |
| 2.74006 × 1012 | 1 | |
| 2.64974 × 1012 | 1 | |
| 2.62224 × 1012 | 1 | |
| 2.7053 × 1011 | 1 | |
| 2.62046 × 1011 | 1 | |
| 2.58155 × 1011 | 1 | |
| 2.55617 × 1011 | 1 | |
| 2.16181 × 1011 | 1 | |
| 2.14529 × 1011 | 1 |
Net Income (Common)
Real number (ℝ)
High correlation Skewed
| Distinct | 79845 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9335449 × 108 |
| Minimum | -1.4533 × 1012 |
|---|---|
| Maximum | 2.25892 × 1012 |
| Zeros | 152 |
| Zeros (%) | 0.2% |
| Negative | 39229 |
| Negative (%) | 49.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.4533 × 1012 |
|---|---|
| 5-th percentile | -3.3307316 × 108 |
| Q1 | -44112490 |
| median | 570461.9 |
| Q3 | 1.3484035 × 108 |
| 95-th percentile | 1.797879 × 109 |
| Maximum | 2.25892 × 1012 |
| Range | 3.71222 × 1012 |
| Interquartile range (IQR) | 1.7895284 × 108 |
Descriptive statistics
| Standard deviation | 1.8999212 × 1010 |
|---|---|
| Coefficient of variation (CV) | 48.300485 |
| Kurtosis | 10047.489 |
| Mean | 3.9335449 × 108 |
| Median Absolute Deviation (MAD) | 71504943 |
| Skewness | 52.55065 |
| Sum | 3.1468359 × 1013 |
| Variance | 3.6097007 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 152 | 0.2% |
| 3 | 3 | < 0.1% |
| -13.1 | 2 | < 0.1% |
| -69.5 | 2 | < 0.1% |
| 725034448.7 | 1 | < 0.1% |
| 1229461000 | 1 | < 0.1% |
| 1264475736 | 1 | < 0.1% |
| 1279250263 | 1 | < 0.1% |
| -22871701 | 1 | < 0.1% |
| -33743949.6 | 1 | < 0.1% |
| Other values (79835) | 79835 |
| Value | Count | Frequency (%) |
| -1.4533 × 1012 | 1 | |
| -1.44042 × 1012 | 1 | |
| -1.40704 × 1012 | 1 | |
| -1.34341 × 1012 | 1 | |
| -5.62434 × 1011 | 1 | |
| -5.50072 × 1011 | 1 | |
| -5.49397 × 1011 | 1 | |
| -5.44181 × 1011 | 1 | |
| -5.543984194 × 1010 | 1 | |
| -5.419922903 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 2.25892 × 1012 | 1 | |
| 2.17218 × 1012 | 1 | |
| 2.13183 × 1012 | 1 | |
| 2.10221 × 1012 | 1 | |
| 1.08984 × 1011 | 1 | |
| 1.08818 × 1011 | 1 | |
| 1.06334 × 1011 | 1 | |
| 1.06041 × 1011 | 1 | |
| 1.01746 × 1011 | 1 | |
| 1.01728 × 1011 | 1 |
Pretax Income (Loss)
Real number (ℝ)
High correlation Skewed
| Distinct | 79974 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 18 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2418117 × 108 |
| Minimum | -1.6175 × 1012 |
|---|---|
| Maximum | 2.84219 × 1012 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 38622 |
| Negative (%) | 48.3% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.6175 × 1012 |
|---|---|
| 5-th percentile | -3.3062016 × 108 |
| Q1 | -43608502 |
| median | 1616831.5 |
| Q3 | 1.7160212 × 108 |
| 95-th percentile | 2.2128972 × 109 |
| Maximum | 2.84219 × 1012 |
| Range | 4.45969 × 1012 |
| Interquartile range (IQR) | 2.1521062 × 108 |
Descriptive statistics
| Standard deviation | 2.643003 × 1010 |
|---|---|
| Coefficient of variation (CV) | 62.308353 |
| Kurtosis | 7142.5636 |
| Mean | 4.2418117 × 108 |
| Median Absolute Deviation (MAD) | 78559985 |
| Skewness | 35.038682 |
| Sum | 3.3926859 × 1013 |
| Variance | 6.985465 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.9 | 4 | < 0.1% |
| 0 | 4 | < 0.1% |
| 2.9 | 3 | < 0.1% |
| 722426130.4 | 1 | < 0.1% |
| -34742169.4 | 1 | < 0.1% |
| -36153255.5 | 1 | < 0.1% |
| 1338555570 | 1 | < 0.1% |
| 11958192.6 | 1 | < 0.1% |
| 901498005.8 | 1 | < 0.1% |
| -34291331.2 | 1 | < 0.1% |
| Other values (79964) | 79964 | |
| (Missing) | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| -1.6175 × 1012 | 1 | |
| -1.5425 × 1012 | 1 | |
| -1.53597 × 1012 | 1 | |
| -1.51666 × 1012 | 1 | |
| -1.28679 × 1012 | 1 | |
| -1.27692 × 1012 | 1 | |
| -1.26392 × 1012 | 1 | |
| -1.25596 × 1012 | 1 | |
| -1.25388 × 1012 | 1 | |
| -1.25102 × 1012 | 1 |
| Value | Count | Frequency (%) |
| 2.84219 × 1012 | 1 | |
| 2.80589 × 1012 | 1 | |
| 2.79963 × 1012 | 1 | |
| 2.58666 × 1012 | 1 | |
| 2.67038 × 1011 | 1 | |
| 2.66608 × 1011 | 1 | |
| 2.59591 × 1011 | 1 | |
| 2.59012 × 1011 | 1 | |
| 1.91114 × 1011 | 1 | |
| 1.84722 × 1011 | 1 |
Income Tax (Expense) Benefit, Net
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 64045 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 15834 |
| Missing (%) | 19.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.224606 × 108 |
| Minimum | -5.10153 × 1011 |
|---|---|
| Maximum | 7.71572 × 1011 |
| Zeros | 81 |
| Zeros (%) | 0.1% |
| Negative | 49502 |
| Negative (%) | 61.9% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -5.10153 × 1011 |
|---|---|
| 5-th percentile | -5.3643492 × 108 |
| Q1 | -50558677 |
| median | -4132217.3 |
| Q3 | -13449.675 |
| 95-th percentile | 35290158 |
| Maximum | 7.71572 × 1011 |
| Range | 1.281725 × 1012 |
| Interquartile range (IQR) | 50545227 |
Descriptive statistics
| Standard deviation | 7.5012357 × 109 |
|---|---|
| Coefficient of variation (CV) | -61.254277 |
| Kurtosis | 7443.4236 |
| Mean | -1.224606 × 108 |
| Median Absolute Deviation (MAD) | 9590356.2 |
| Skewness | 41.419696 |
| Sum | -7.857807 × 1012 |
| Variance | 5.6268537 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 81 | 0.1% |
| -23811.8 | 3 | < 0.1% |
| 990.5 | 3 | < 0.1% |
| -419301.5 | 2 | < 0.1% |
| -1031.9 | 2 | < 0.1% |
| -1964 | 2 | < 0.1% |
| 48.7 | 2 | < 0.1% |
| -45.2 | 2 | < 0.1% |
| -160218.2 | 2 | < 0.1% |
| 1951.6 | 2 | < 0.1% |
| Other values (64035) | 64065 | |
| (Missing) | 15834 | 19.8% |
| Value | Count | Frequency (%) |
| -5.10153 × 1011 | 1 | |
| -5.09099 × 1011 | 1 | |
| -5.05389 × 1011 | 1 | |
| -5.04484 × 1011 | 1 | |
| -2.10702 × 1011 | 1 | |
| -2.07919 × 1011 | 1 | |
| -1.99824 × 1011 | 1 | |
| -1.9204 × 1011 | 1 | |
| -7.441628207 × 1010 | 1 | |
| -7.116831665 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 7.71572 × 1011 | 1 | |
| 7.5599 × 1011 | 1 | |
| 7.3475 × 1011 | 1 | |
| 7.16742 × 1011 | 1 | |
| 1.82867 × 1011 | 1 | |
| 1.75821 × 1011 | 1 | |
| 1.74285 × 1011 | 1 | |
| 1.71735 × 1011 | 1 | |
| 8899774207 | 1 | |
| 8653201119 | 1 |
Income (Loss) from Continuing Operations
Real number (ℝ)
High correlation Skewed
| Distinct | 79989 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0352205 × 108 |
| Minimum | -1.35241 × 1012 |
|---|---|
| Maximum | 2.28181 × 1012 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 39070 |
| Negative (%) | 48.8% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.35241 × 1012 |
|---|---|
| 5-th percentile | -3.2736955 × 108 |
| Q1 | -43434314 |
| median | 1035094.3 |
| Q3 | 1.4057907 × 108 |
| 95-th percentile | 1.8341641 × 109 |
| Maximum | 2.28181 × 1012 |
| Range | 3.63422 × 1012 |
| Interquartile range (IQR) | 1.8401339 × 108 |
Descriptive statistics
| Standard deviation | 1.8936834 × 1010 |
|---|---|
| Coefficient of variation (CV) | 46.92887 |
| Kurtosis | 10540.517 |
| Mean | 4.0352205 × 108 |
| Median Absolute Deviation (MAD) | 72062880 |
| Skewness | 60.340539 |
| Sum | 3.2281764 × 1013 |
| Variance | 3.5860368 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| -12.7 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
| 112.1 | 2 | < 0.1% |
| -611.1 | 2 | < 0.1% |
| 3.1 | 2 | < 0.1% |
| -1569054.1 | 2 | < 0.1% |
| 545849593.4 | 1 | < 0.1% |
| -33714609 | 1 | < 0.1% |
| -33603706.4 | 1 | < 0.1% |
| Other values (79979) | 79979 |
| Value | Count | Frequency (%) |
| -1.35241 × 1012 | 1 | |
| -1.34621 × 1012 | 1 | |
| -1.3405 × 1012 | 1 | |
| -1.33413 × 1012 | 1 | |
| -5.27579 × 1011 | 1 | |
| -5.24804 × 1011 | 1 | |
| -5.18735 × 1011 | 1 | |
| -5.17115 × 1011 | 1 | |
| -5.427673538 × 1010 | 1 | |
| -5.375762507 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 2.28181 × 1012 | 1 | |
| 2.27004 × 1012 | 1 | |
| 2.13707 × 1012 | 1 | |
| 2.13204 × 1012 | 1 | |
| 1.11701 × 1011 | 1 | |
| 1.09288 × 1011 | 1 | |
| 1.09046 × 1011 | 1 | |
| 1.07135 × 1011 | 1 | |
| 1.04363 × 1011 | 1 | |
| 1.03259 × 1011 | 1 |
Net Income
Real number (ℝ)
High correlation Skewed
| Distinct | 79866 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9642709 × 108 |
| Minimum | -1.46545 × 1012 |
|---|---|
| Maximum | 2.20966 × 1012 |
| Zeros | 130 |
| Zeros (%) | 0.2% |
| Negative | 38949 |
| Negative (%) | 48.7% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.46545 × 1012 |
|---|---|
| 5-th percentile | -3.2647607 × 108 |
| Q1 | -43027542 |
| median | 961837.1 |
| Q3 | 1.3702309 × 108 |
| 95-th percentile | 1.8077949 × 109 |
| Maximum | 2.20966 × 1012 |
| Range | 3.67511 × 1012 |
| Interquartile range (IQR) | 1.8005063 × 108 |
Descriptive statistics
| Standard deviation | 1.9047175 × 1010 |
|---|---|
| Coefficient of variation (CV) | 48.047108 |
| Kurtosis | 9953.5425 |
| Mean | 3.9642709 × 108 |
| Median Absolute Deviation (MAD) | 71316773 |
| Skewness | 50.78312 |
| Sum | 3.1714167 × 1013 |
| Variance | 3.6279489 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 130 | 0.2% |
| -9247720.9 | 2 | < 0.1% |
| -13.2 | 2 | < 0.1% |
| 3.1 | 2 | < 0.1% |
| 2.9 | 2 | < 0.1% |
| -990.8 | 2 | < 0.1% |
| 1028148072 | 1 | < 0.1% |
| 747434077.7 | 1 | < 0.1% |
| 1269765062 | 1 | < 0.1% |
| 1220532508 | 1 | < 0.1% |
| Other values (79856) | 79856 |
| Value | Count | Frequency (%) |
| -1.46545 × 1012 | 1 | |
| -1.46187 × 1012 | 1 | |
| -1.41755 × 1012 | 1 | |
| -1.38209 × 1012 | 1 | |
| -5.57714 × 1011 | 1 | |
| -5.56444 × 1011 | 1 | |
| -5.44048 × 1011 | 1 | |
| -5.35819 × 1011 | 1 | |
| -5.548356114 × 1010 | 1 | |
| -5.483540547 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 2.20966 × 1012 | 1 | |
| 2.20896 × 1012 | 1 | |
| 2.13558 × 1012 | 1 | |
| 2.09305 × 1012 | 1 | |
| 1.15826 × 1011 | 1 | |
| 1.13136 × 1011 | 1 | |
| 1.09278 × 1011 | 1 | |
| 1.0666 × 1011 | 1 | |
| 1.039 × 1011 | 1 | |
| 1.03388 × 1011 | 1 |
Profit Margin
Text
Missing
| Distinct | 22431 |
|---|---|
| Distinct (%) | 31.3% |
| Missing | 8329 |
| Missing (%) | 10.4% |
| Memory size | 625.1 KiB |
Length
| Max length | 12 |
|---|---|
| Median length | 11 |
| Mean length | 6.2402087 |
| Min length | 5 |
Unique
| Unique | 14127 ? |
|---|---|
| Unique (%) | 19.7% |
Sample
| 1st row | 20.17% |
|---|---|
| 2nd row | 14.19% |
| 3rd row | 19.57% |
| 4th row | 17.91% |
| 5th row | 18.91% |
| Value | Count | Frequency (%) |
| 0.00 | 146 | 0.2% |
| 0.10 | 56 | 0.1% |
| 1.05 | 53 | 0.1% |
| 0.37 | 53 | 0.1% |
| 0.11 | 52 | 0.1% |
| 1.04 | 52 | 0.1% |
| 0.33 | 51 | 0.1% |
| 0.35 | 51 | 0.1% |
| 0.85 | 51 | 0.1% |
| 0.30 | 50 | 0.1% |
| Other values (17926) | 71056 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 71671 | |
| % | 71671 | |
| 1 | 43321 | |
| 2 | 32503 | |
| - | 31838 | |
| 3 | 28293 | 6.3% |
| 4 | 26521 | 5.9% |
| 0 | 25242 | 5.6% |
| 5 | 24868 | 5.6% |
| 6 | 23796 | 5.3% |
| Other values (3) | 67518 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 447242 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 71671 | |
| % | 71671 | |
| 1 | 43321 | |
| 2 | 32503 | |
| - | 31838 | |
| 3 | 28293 | 6.3% |
| 4 | 26521 | 5.9% |
| 0 | 25242 | 5.6% |
| 5 | 24868 | 5.6% |
| 6 | 23796 | 5.3% |
| Other values (3) | 67518 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 447242 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 71671 | |
| % | 71671 | |
| 1 | 43321 | |
| 2 | 32503 | |
| - | 31838 | |
| 3 | 28293 | 6.3% |
| 4 | 26521 | 5.9% |
| 0 | 25242 | 5.6% |
| 5 | 24868 | 5.6% |
| 6 | 23796 | 5.3% |
| Other values (3) | 67518 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 447242 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 71671 | |
| % | 71671 | |
| 1 | 43321 | |
| 2 | 32503 | |
| - | 31838 | |
| 3 | 28293 | 6.3% |
| 4 | 26521 | 5.9% |
| 0 | 25242 | 5.6% |
| 5 | 24868 | 5.6% |
| 6 | 23796 | 5.3% |
| Other values (3) | 67518 |
Unnamed: 27
Unsupported
Missing Rejected Unsupported
| Missing | 80000 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 625.1 KiB |
Interactions
Correlations
| Cost of Revenue | Depreciation & Amortization | Fiscal Year | Gross Profit | Income (Loss) from Continuing Operations | Income Tax (Expense) Benefit, Net | Interest Expense, Net | Net Income | Net Income (Common) | Non-Operating Income (Loss) | Operating Expenses | Operating Income (Loss) | Pretax Income (Loss) | Pretax Income (Loss), Adj. | Research & Development | Revenue | Revenue Growth YoY | Selling, General & Administrative | Shares (Basic) | Shares (Diluted) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cost of Revenue | 1.000 | 0.683 | -0.046 | -0.842 | -0.526 | 0.570 | 0.644 | -0.522 | -0.519 | 0.468 | 0.796 | -0.685 | -0.540 | -0.613 | 0.651 | -0.963 | 0.046 | 0.808 | -0.549 | -0.541 |
| Depreciation & Amortization | 0.683 | 1.000 | -0.017 | -0.802 | -0.401 | 0.352 | 0.800 | -0.396 | -0.390 | 0.666 | 0.811 | -0.613 | -0.405 | -0.474 | 0.544 | -0.768 | 0.010 | 0.598 | -0.639 | -0.635 |
| Fiscal Year | -0.046 | -0.017 | 1.000 | 0.054 | 0.010 | -0.079 | 0.039 | 0.013 | 0.014 | 0.054 | -0.057 | -0.008 | 0.015 | 0.002 | -0.096 | 0.046 | 0.411 | -0.070 | 0.055 | 0.051 |
| Gross Profit | -0.842 | -0.802 | 0.054 | 1.000 | 0.599 | -0.609 | -0.672 | 0.593 | 0.589 | -0.478 | -0.930 | 0.764 | 0.608 | 0.686 | -0.764 | 0.941 | 0.029 | -0.876 | 0.656 | 0.649 |
| Income (Loss) from Continuing Operations | -0.526 | -0.401 | 0.010 | 0.599 | 1.000 | -0.663 | -0.352 | 0.981 | 0.978 | -0.210 | -0.360 | 0.848 | 0.987 | 0.908 | 0.051 | 0.567 | 0.026 | -0.352 | 0.287 | 0.289 |
| Income Tax (Expense) Benefit, Net | 0.570 | 0.352 | -0.079 | -0.609 | -0.663 | 1.000 | 0.340 | -0.654 | -0.653 | 0.191 | 0.497 | -0.668 | -0.717 | -0.695 | 0.368 | -0.602 | 0.027 | 0.505 | -0.357 | -0.355 |
| Interest Expense, Net | 0.644 | 0.800 | 0.039 | -0.672 | -0.352 | 0.340 | 1.000 | -0.350 | -0.344 | 0.839 | 0.647 | -0.576 | -0.358 | -0.435 | 0.236 | -0.689 | 0.029 | 0.578 | -0.488 | -0.485 |
| Net Income | -0.522 | -0.396 | 0.013 | 0.593 | 0.981 | -0.654 | -0.350 | 1.000 | 0.997 | -0.208 | -0.359 | 0.835 | 0.969 | 0.892 | 0.045 | 0.563 | 0.032 | -0.353 | 0.286 | 0.288 |
| Net Income (Common) | -0.519 | -0.390 | 0.014 | 0.589 | 0.978 | -0.653 | -0.344 | 0.997 | 1.000 | -0.204 | -0.356 | 0.831 | 0.966 | 0.889 | 0.044 | 0.560 | 0.027 | -0.350 | 0.283 | 0.285 |
| Non-Operating Income (Loss) | 0.468 | 0.666 | 0.054 | -0.478 | -0.210 | 0.191 | 0.839 | -0.208 | -0.204 | 1.000 | 0.464 | -0.428 | -0.213 | -0.273 | 0.073 | -0.505 | 0.015 | 0.411 | -0.328 | -0.326 |
| Operating Expenses | 0.796 | 0.811 | -0.057 | -0.930 | -0.360 | 0.497 | 0.647 | -0.359 | -0.356 | 0.464 | 1.000 | -0.515 | -0.369 | -0.434 | 0.860 | -0.881 | 0.027 | 0.931 | -0.660 | -0.654 |
| Operating Income (Loss) | -0.685 | -0.613 | -0.008 | 0.764 | 0.848 | -0.668 | -0.576 | 0.835 | 0.831 | -0.428 | -0.515 | 1.000 | 0.855 | 0.943 | -0.001 | 0.735 | 0.031 | -0.495 | 0.399 | 0.400 |
| Pretax Income (Loss) | -0.540 | -0.405 | 0.015 | 0.608 | 0.987 | -0.717 | -0.358 | 0.969 | 0.966 | -0.213 | -0.369 | 0.855 | 1.000 | 0.918 | 0.048 | 0.579 | 0.029 | -0.362 | 0.292 | 0.294 |
| Pretax Income (Loss), Adj. | -0.613 | -0.474 | 0.002 | 0.686 | 0.908 | -0.695 | -0.435 | 0.892 | 0.889 | -0.273 | -0.434 | 0.943 | 0.918 | 1.000 | 0.022 | 0.659 | 0.030 | -0.429 | 0.340 | 0.341 |
| Research & Development | 0.651 | 0.544 | -0.096 | -0.764 | 0.051 | 0.368 | 0.236 | 0.045 | 0.044 | 0.073 | 0.860 | -0.001 | 0.048 | 0.022 | 1.000 | -0.639 | 0.000 | 0.754 | -0.606 | -0.600 |
| Revenue | -0.963 | -0.768 | 0.046 | 0.941 | 0.567 | -0.602 | -0.689 | 0.563 | 0.560 | -0.505 | -0.881 | 0.735 | 0.579 | 0.659 | -0.639 | 1.000 | 0.034 | -0.871 | 0.613 | 0.606 |
| Revenue Growth YoY | 0.046 | 0.010 | 0.411 | 0.029 | 0.026 | 0.027 | 0.029 | 0.032 | 0.027 | 0.015 | 0.027 | 0.031 | 0.029 | 0.030 | 0.000 | 0.034 | 1.000 | 0.054 | 0.023 | 0.020 |
| Selling, General & Administrative | 0.808 | 0.598 | -0.070 | -0.876 | -0.352 | 0.505 | 0.578 | -0.353 | -0.350 | 0.411 | 0.931 | -0.495 | -0.362 | -0.429 | 0.754 | -0.871 | 0.054 | 1.000 | -0.589 | -0.582 |
| Shares (Basic) | -0.549 | -0.639 | 0.055 | 0.656 | 0.287 | -0.357 | -0.488 | 0.286 | 0.283 | -0.328 | -0.660 | 0.399 | 0.292 | 0.340 | -0.606 | 0.613 | 0.023 | -0.589 | 1.000 | 0.987 |
| Shares (Diluted) | -0.541 | -0.635 | 0.051 | 0.649 | 0.289 | -0.355 | -0.485 | 0.288 | 0.285 | -0.326 | -0.654 | 0.400 | 0.294 | 0.341 | -0.600 | 0.606 | 0.020 | -0.582 | 0.987 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Ticker | Report Date | Currency | Fiscal Year | Fiscal Period | Revenue Growth YoY | Publish Date | Restated Date | Shares (Basic) | Shares (Diluted) | Revenue | Cost of Revenue | Gross Profit | Operating Expenses | Selling, General & Administrative | Research & Development | Depreciation & Amortization | Operating Income (Loss) | Non-Operating Income (Loss) | Interest Expense, Net | Pretax Income (Loss), Adj. | Net Income (Common) | Pretax Income (Loss) | Income Tax (Expense) Benefit, Net | Income (Loss) from Continuing Operations | Net Income | Profit Margin | Unnamed: 27 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | A | 31-10-2019 | USD | 2019 | FY | 0.05% | 19-12-2019 | 17-12-2021 | 320742324.6 | 308841934.8 | 5.096765e+09 | -2.244715e+09 | 2.895128e+09 | -1.811634e+09 | -1.418599e+09 | -386286612.5 | NaN | 9.739130e+08 | -21540449.8 | -39609250.3 | 8.757926e+08 | 1.087814e+09 | 9.014980e+08 | 153623039.2 | 1.020157e+09 | 1.028148e+09 | 20.17% | NaN |
| 1 | A | 31-10-2020 | USD | 2020 | FY | 0.05% | 18-12-2020 | 21-12-2022 | 304923596.7 | 324559982.1 | 5.267673e+09 | -2.436504e+09 | 2.844908e+09 | -2.015411e+09 | -1.479589e+09 | -501458645.6 | NaN | 8.599826e+08 | -3843030.6 | -69428330.8 | 8.821196e+08 | 7.250344e+08 | 8.622497e+08 | -119147130.8 | 7.016688e+08 | 7.474341e+08 | 14.19% | NaN |
| 2 | A | 31-10-2021 | USD | 2021 | FY | 0.05% | 17-12-2021 | 20-12-2023 | 302745756.8 | 291826737.8 | 6.487998e+09 | -2.923344e+09 | 3.410192e+09 | -2.096944e+09 | -1.582244e+09 | -423230860.5 | NaN | 1.360027e+09 | 13503413.5 | -78206874.9 | 1.369544e+09 | 1.229461e+09 | 1.382063e+09 | -150126196.8 | 1.189369e+09 | 1.269765e+09 | 19.57% | NaN |
| 3 | A | 31-10-2022 | USD | 2022 | FY | 0.05% | 21-12-2022 | 20-12-2024 | 302920176.7 | 293227801.5 | 6.812952e+09 | -3.217637e+09 | 3.823632e+09 | -2.097907e+09 | -1.560966e+09 | -476585283.0 | NaN | 1.629868e+09 | -118035925.0 | -76804761.7 | 1.511038e+09 | 1.264476e+09 | 1.452603e+09 | -259791253.9 | 1.295889e+09 | 1.220533e+09 | 17.91% | NaN |
| 4 | A | 31-10-2023 | USD | 2023 | FY | -0.20% | 20-12-2023 | 20-12-2024 | 295858524.1 | 296171413.7 | 6.657088e+09 | -3.348499e+09 | 3.518646e+09 | -2.199863e+09 | -1.694759e+09 | -463508993.2 | NaN | 1.343784e+09 | -11236478.9 | -45954486.5 | 1.362767e+09 | 1.279250e+09 | 1.298291e+09 | -97242376.2 | 1.284174e+09 | 1.259117e+09 | 18.91% | NaN |
| 5 | A | 31-10-2019 | USD | 2019 | FY | 0.05% | 19-12-2019 | 17-12-2021 | 326513923.0 | 324792151.7 | 4.920480e+09 | -2.385406e+09 | 2.774716e+09 | -1.900155e+09 | -1.399975e+09 | -398238172.3 | NaN | 9.140110e+08 | -20988778.4 | -39420613.5 | 9.633641e+08 | 1.102325e+09 | 9.586414e+08 | 147567418.3 | 1.023185e+09 | 1.056055e+09 | 21.46% | NaN |
| 6 | A | 31-10-2020 | USD | 2020 | FY | 0.05% | 18-12-2020 | 21-12-2022 | 321224786.9 | 304154541.2 | 5.230927e+09 | -2.555211e+09 | 2.945469e+09 | -1.908455e+09 | -1.502215e+09 | -514589893.9 | NaN | 8.619999e+08 | -3997652.2 | -66847546.6 | 8.651621e+08 | 7.308797e+08 | 8.760440e+08 | -126951547.6 | 7.158394e+08 | 6.920804e+08 | 13.23% | NaN |
| 7 | A | 31-10-2021 | USD | 2021 | FY | 0.05% | 17-12-2021 | 20-12-2023 | 312694835.6 | 319823241.4 | 6.400282e+09 | -2.776572e+09 | 3.261076e+09 | -2.152434e+09 | -1.569823e+09 | -422684868.6 | NaN | 1.334051e+09 | 13263520.1 | -80157325.8 | 1.353169e+09 | 1.265668e+09 | 1.308121e+09 | -149947830.0 | 1.225725e+09 | 1.173675e+09 | 18.34% | NaN |
| 8 | A | 31-10-2022 | USD | 2022 | FY | 0.05% | 21-12-2022 | 20-12-2024 | 296090277.3 | 302081397.7 | 6.546210e+09 | -3.180249e+09 | 3.711547e+09 | -2.134422e+09 | -1.690291e+09 | -488983595.8 | NaN | 1.558284e+09 | -115961212.5 | -73586926.9 | 1.496701e+09 | 1.314273e+09 | 1.432270e+09 | -260191889.3 | 1.247813e+09 | 1.275126e+09 | 19.48% | NaN |
| 9 | A | 31-10-2023 | USD | 2023 | FY | -0.20% | 20-12-2023 | 20-12-2024 | 296784733.4 | 285883638.3 | 6.728642e+09 | -3.465555e+09 | 3.605276e+09 | -2.035424e+09 | -1.579436e+09 | -470726761.8 | NaN | 1.377332e+09 | -10688040.6 | -44019139.3 | 1.314222e+09 | 1.217646e+09 | 1.386860e+09 | -102122814.6 | 1.263783e+09 | 1.256716e+09 | 18.68% | NaN |
| Ticker | Report Date | Currency | Fiscal Year | Fiscal Period | Revenue Growth YoY | Publish Date | Restated Date | Shares (Basic) | Shares (Diluted) | Revenue | Cost of Revenue | Gross Profit | Operating Expenses | Selling, General & Administrative | Research & Development | Depreciation & Amortization | Operating Income (Loss) | Non-Operating Income (Loss) | Interest Expense, Net | Pretax Income (Loss), Adj. | Net Income (Common) | Pretax Income (Loss) | Income Tax (Expense) Benefit, Net | Income (Loss) from Continuing Operations | Net Income | Profit Margin | Unnamed: 27 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 79990 | ZYXI | 31-12-2019 | USD | 2019 | FY | 0.05% | 27-02-2020 | 25-02-2021 | 36293149.6 | 38731476.2 | 44667628.8 | -8526971.0 | 34848168.4 | -2.488400e+07 | -25852760.4 | NaN | NaN | 10828484.3 | -4933.2 | -5017.2 | 11453966.5 | 9090029.9 | 11485611.2 | -2328692.4 | 9549642.5 | 9555128.3 | 21.39% | NaN |
| 79991 | ZYXI | 31-12-2020 | USD | 2020 | FY | 0.05% | 25-02-2021 | 22-03-2022 | 35900665.6 | 39604465.6 | 77241971.8 | -17284402.7 | 63669192.3 | -5.351302e+07 | -51089469.4 | NaN | NaN | 10102084.7 | -19488.0 | -18105.5 | 10625746.8 | 8917836.4 | 10616822.3 | -1114097.0 | 8830735.0 | 9441604.8 | 12.22% | NaN |
| 79992 | ZYXI | 31-12-2021 | USD | 2021 | FY | 0.05% | 22-03-2022 | 14-03-2023 | 38036112.2 | 37084148.2 | 124411344.6 | -26503661.6 | 104908822.7 | -8.357093e+07 | -77168027.4 | NaN | NaN | 22936497.1 | -96130.3 | -99724.3 | 21930517.4 | 17170676.0 | 22064954.4 | -5341920.0 | 16505389.7 | 16854779.9 | 13.55% | NaN |
| 79993 | ZYXI | 31-12-2022 | USD | 2022 | FY | 0.05% | 14-03-2023 | 12-03-2024 | 39607763.9 | 39787683.1 | 156847143.8 | -31846990.0 | 129165651.7 | -1.000625e+08 | -100736798.2 | NaN | NaN | 23667932.5 | -445218.9 | -430817.0 | 21493688.2 | 16414981.2 | 22362653.5 | -5111474.7 | 17008988.8 | 17132863.7 | 10.92% | NaN |
| 79994 | ZYXI | 31-12-2023 | USD | 2023 | FY | -0.20% | 12-03-2024 | 12-03-2024 | 34664970.0 | 36934491.8 | 178225977.2 | -38285470.8 | 140892450.5 | -1.318351e+08 | -140559792.9 | NaN | NaN | 10547752.2 | -1147991.3 | -1053212.3 | 9631737.8 | 9532101.2 | 12614274.0 | -2915626.8 | 9477499.6 | 9769611.5 | 5.48% | NaN |
| 79995 | ZYXI | 31-12-2019 | USD | 2019 | FY | 0.05% | 27-02-2020 | 25-02-2021 | 35739749.1 | 38745010.1 | 43290673.8 | -8812573.0 | 38137934.5 | -2.650533e+07 | -24700583.1 | NaN | NaN | 10756770.6 | -5059.9 | -4912.5 | 11563672.4 | 9583869.3 | 11819602.9 | -2336272.9 | 9856531.9 | 9125443.7 | 21.08% | NaN |
| 79996 | ZYXI | 31-12-2020 | USD | 2020 | FY | 0.05% | 25-02-2021 | 22-03-2022 | 36893777.4 | 36539645.5 | 78087003.6 | -17035714.4 | 63719110.5 | -5.340990e+07 | -54470748.7 | NaN | NaN | 10531106.7 | -19331.2 | -18174.3 | 9793282.4 | 9111382.3 | 10273726.9 | -1034775.2 | 8723607.4 | 9133700.0 | 11.70% | NaN |
| 79997 | ZYXI | 31-12-2021 | USD | 2021 | FY | 0.05% | 22-03-2022 | 14-03-2023 | 38744426.4 | 38661149.2 | 124199538.6 | -26297673.2 | 98849630.9 | -7.926863e+07 | -81252377.2 | NaN | NaN | 22891014.5 | -95244.6 | -91508.0 | 21749778.2 | 17170225.6 | 21842319.4 | -5085355.8 | 17233900.5 | 16614043.8 | 13.38% | NaN |
| 79998 | ZYXI | 31-12-2022 | USD | 2022 | FY | 0.05% | 14-03-2023 | 12-03-2024 | 38054266.9 | 37853710.1 | 160337745.1 | -31631780.4 | 123658478.2 | -1.011112e+08 | -105875143.0 | NaN | NaN | 22839329.4 | -428693.5 | -428744.9 | 22399412.7 | 17574674.5 | 22962554.4 | -5179616.1 | 17433461.9 | 16722535.7 | 10.43% | NaN |
| 79999 | ZYXI | 31-12-2023 | USD | 2023 | FY | NaN | 12-03-2024 | 12-03-2024 | 36243992.7 | 34964470.9 | 192872838.3 | -39861359.7 | 141548051.2 | -1.306459e+08 | -134647602.6 | NaN | NaN | 10323130.6 | -1102483.2 | -1140830.5 | 10109030.0 | 9420154.0 | 11958192.6 | -2976900.9 | 10020628.3 | 9933040.2 | 5.15% | NaN |